replaced brute force matcher with flann based one (opencv_stitching)
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24e5ff7ab6
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@ -53,21 +53,9 @@ using namespace cv::gpu;
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void FeaturesFinder::operator ()(const Mat &image, ImageFeatures &features)
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{
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features.img_size = image.size();
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// Calculate histogram
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Mat hsv;
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cvtColor(image, hsv, CV_BGR2HSV);
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int hbins = 30, sbins = 32, vbins = 30;
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int hist_size[] = { hbins, sbins, vbins };
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float hranges[] = { 0, 180 };
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float sranges[] = { 0, 256 };
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float vranges[] = { 0, 256 };
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const float* ranges[] = { hranges, sranges, vranges };
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int channels[] = { 0, 1, 2 };
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calcHist(&hsv, 1, channels, Mat(), features.hist, 3, hist_size, ranges);
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find(image, features);
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features.img_size = image.size();
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//features.img = image.clone();
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}
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//////////////////////////////////////////////////////////////////////////////
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@ -293,7 +281,7 @@ namespace
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void CpuMatcher::match(const ImageFeatures &features1, const ImageFeatures &features2, MatchesInfo& matches_info)
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{
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matches_info.matches.clear();
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BruteForceMatcher< L2<float> > matcher;
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FlannBasedMatcher matcher;
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vector< vector<DMatch> > pair_matches;
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// Find 1->2 matches
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@ -340,10 +328,6 @@ namespace
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continue;
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const DMatch& m0 = pair_matches[i][0];
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const DMatch& m1 = pair_matches[i][1];
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CV_Assert(m0.queryIdx < static_cast<int>(features1.keypoints.size()));
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CV_Assert(m0.trainIdx < static_cast<int>(features2.keypoints.size()));
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if (m0.distance < (1.f - match_conf_) * m1.distance)
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matches_info.matches.push_back(m0);
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}
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@ -358,10 +342,6 @@ namespace
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continue;
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const DMatch& m0 = pair_matches[i][0];
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const DMatch& m1 = pair_matches[i][1];
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CV_Assert(m0.trainIdx < static_cast<int>(features1.keypoints.size()));
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CV_Assert(m0.queryIdx < static_cast<int>(features2.keypoints.size()));
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if (m0.distance < (1.f - match_conf_) * m1.distance)
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matches_info.matches.push_back(DMatch(m0.trainIdx, m0.queryIdx, m0.distance));
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}
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@ -388,9 +368,16 @@ void BestOf2NearestMatcher::match(const ImageFeatures &features1, const ImageFea
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{
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(*impl_)(features1, features2, matches_info);
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//Mat out;
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//drawMatches(features1.img, features1.keypoints, features2.img, features2.keypoints, matches_info.matches, out);
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//stringstream ss;
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//ss << features1.img_idx << features2.img_idx << ".png";
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//imwrite(ss.str(), out);
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// Check if it makes sense to find homography
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if (matches_info.matches.size() < static_cast<size_t>(num_matches_thresh1_))
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return;
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// Construct point-point correspondences for homography estimation
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Mat src_points(1, matches_info.matches.size(), CV_32FC2);
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Mat dst_points(1, matches_info.matches.size(), CV_32FC2);
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@ -48,7 +48,6 @@ struct ImageFeatures
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{
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int img_idx;
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cv::Size img_size;
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cv::Mat hist;
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std::vector<cv::KeyPoint> keypoints;
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cv::Mat descriptors;
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};
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